State of the System: A real number x.
Rule of Evolution: , where a and b are parameters which we can fixed at our will but which stay constant during the evolution.
Motivations: Given a well-behaved function g, a point y and a sufficiently small value of x, we have where a and b can be calculated with the help of calculus (it is called a Taylor expansion). In other words, at a sufficiently small scale, a curve looks like straight line.
``Real Life'' Example: A simple application of the linear map is the following. Let us call the amount of money deposited in a bank at a given time, the amount of money on the account a year after, the amount of money on the account two years after, etc... To calculate , , we assume that an interest of 5 percent is added every year, that the bank gives a fixed amount (say 1 dollar) every year to its customers and that no additional money is deposited. The evolution rule is then .
Main Result: If , the system has a fixed point such that if , then . We can discuss the evolution using either graphical methods (see ``graphical representation .. `` below) or by algebraic methods. If we write , , etc. , then a little algebra shows that . It is easy to study the series . If b<0, the signs altenate otherwise the series is the same as for |b|. If |b|<1 then becomes smaller and smaller when n increases and tends to its fixed point value. Such a fixed point is called attractive. if |b|>1 then becomes larger and larger, and moves away from the fixed point. Such a fixed point is called repulsive. When the fixed point is repulsive, if you start on the right of the fixed point you move farther right when n increases. But if you start on the left of the fixed point, you move farther left. If b=1, then and goes to infinity but at a slower rate than when |b|>1 (linear rather than exponential). If b=-1, , and we are back at our starting point after two steps. We call this particular type of periodic behavior a 2-cycle.
Important Concepts: Attractive and repulsive fixed point, 2-cycle.
Graphical Representations and Examples
It is often convenient to represent graphically the series . For this purpose we draw the function used for the map (here a+bx). The graph of the function a+bx is a straight line, so we only need two points to draw it. For instance at x=0, the value of the function is a and for x=1, the value of the function is a+b. We then pick on the x-axis, go vertically to the function, in other words, we will be at the point . We would like to repeat the procedure with . In order to do that, we need to move on the x-axis and so we move horizontally to the x=y line and we arrive at the point. We have now on the x-axis, we move vertically to the function and arrive at the point and so on. This procedure is illustrated in examples which illustrate the six cases dicussed above.
Figure: 10 Iterations of the linear map with a=1, b=0.7 and
Figure: 10 Iterations of the linear map with a=1, b=-0.7 and
Figure: 10 Iterations of the linear map with a=1, b=1 and
Figure: 10 Iterations of the linear map with a=1, b=-1 and
Figure: 10 Iterations of the linear map with a=1, b=1.3 and
Figure: 10 Iterations of the linear map with a=1, b=-1.3 and